Files
micro--go-micro/internal/website/docs/guides/atlascloud-integration.md
T
wehub-resource-sync e071084ebe
govulncheck / govulncheck (push) Has been cancelled
Lint / golangci-lint (push) Has been cancelled
Run Tests / Unit Tests (push) Has been cancelled
Run Tests / Etcd Integration Tests (push) Has been cancelled
Harness (E2E) / Harnesses (mock LLM) (push) Has been cancelled
Harness (E2E) / Provider harnesses (live LLM conformance) (push) Has been cancelled
chore: import upstream snapshot with attribution
2026-07-13 12:40:33 +08:00

304 lines
8.3 KiB
Markdown

---
layout: default
title: Atlas Cloud Integration
---
# Atlas Cloud Integration Guide
[Atlas Cloud](https://www.atlascloud.ai/) is an enterprise AI infrastructure platform offering 300+ models across text, image, and video through a unified, OpenAI-compatible API. It is an official Go Micro sponsor and a first-class provider in the `ai` package.
## Quick Start
Install or update Go Micro:
```bash
go get go-micro.dev/v6@latest
```
Import the Atlas Cloud provider and use it:
```go
package main
import (
"context"
"fmt"
"log"
"go-micro.dev/v6/ai"
_ "go-micro.dev/v6/ai/atlascloud"
)
func main() {
m := ai.New("atlascloud",
ai.WithAPIKey("your-atlas-cloud-key"),
)
resp, err := m.Generate(context.Background(), &ai.Request{
Prompt: "What is Go Micro?",
SystemPrompt: "You are a helpful assistant.",
})
if err != nil {
log.Fatal(err)
}
fmt.Println(resp.Reply)
}
```
## Configuration
### Options
| Option | Default | Description |
|--------|---------|-------------|
| `ai.WithAPIKey(key)` | *required* | Your Atlas Cloud API key |
| `ai.WithModel(name)` | `llama-3.3-70b` | Model to use (see [Model Selection](#model-selection)) |
| `ai.WithBaseURL(url)` | `https://api.atlascloud.ai` | API base URL |
### Environment Variables
The `micro chat` CLI and `micro run` / `micro server` read configuration from environment variables:
| Variable | Description |
|----------|-------------|
| `ATLASCLOUD_API_KEY` | API key (used by `micro chat --provider atlascloud`) |
| `MICRO_AI_API_KEY` | Generic API key (used by all providers) |
| `MICRO_AI_PROVIDER` | Set to `atlascloud` to select the provider |
| `MICRO_AI_MODEL` | Override the default model |
| `MICRO_AI_BASE_URL` | Override the base URL |
When using `micro chat`, the provider-specific variable takes precedence:
```bash
ATLASCLOUD_API_KEY=your-key micro chat --provider atlascloud
```
When using `micro run` or `micro server`, set the generic variables:
```bash
export MICRO_AI_API_KEY=your-key
export MICRO_AI_BASE_URL=https://api.atlascloud.ai
micro run
```
The server auto-detects Atlas Cloud from the base URL.
## Model Selection
Atlas Cloud offers 300+ models. Some popular choices for the chat completions API:
| Model | Use Case |
|-------|----------|
| `llama-3.3-70b` | General-purpose (default) |
| `deepseek-v4` | Coding and reasoning |
| `qwen-3.6` | Multilingual |
Check [atlascloud.ai](https://www.atlascloud.ai/) for the full model catalog. New SOTA models are available on day zero of release.
```go
m := ai.New("atlascloud",
ai.WithAPIKey(key),
ai.WithModel("deepseek-v4"),
)
```
## Image Generation
Atlas Cloud supports text-to-image generation through the `ai.ImageModel` interface. This uses the same OpenAI-compatible `/v1/images/generations` endpoint.
```go
import (
"context"
"fmt"
"go-micro.dev/v6/ai"
_ "go-micro.dev/v6/ai/atlascloud"
)
func main() {
ig := ai.NewImage("atlascloud",
ai.WithAPIKey("your-key"),
)
resp, err := ig.GenerateImage(context.Background(), &ai.ImageRequest{
Prompt: "A Go gopher building microservices, digital art",
Size: "1024x1024",
})
if err != nil {
log.Fatal(err)
}
// Image returned as URL or base64, depending on the model
fmt.Println(resp.Images[0].URL)
}
```
### ImageRequest Options
| Field | Default | Description |
|-------|---------|-------------|
| `Prompt` | *required* | Text description of the image |
| `Model` | `gpt-image-1` | Image model to use |
| `Size` | provider default | Image dimensions (e.g. `"1024x1024"`) |
| `N` | `1` | Number of images to generate |
### Available Image Models
Atlas Cloud offers image models including `gpt-image-1`, `flux-2`, `nano-banana-pro`, and more. Check [atlascloud.ai](https://www.atlascloud.ai/) for the full catalog.
```go
ig.GenerateImage(ctx, &ai.ImageRequest{
Prompt: "A mountain landscape",
Model: "flux-2",
Size: "1024x1024",
N: 2,
})
```
The `ai.ImageModel` interface is also implemented by the OpenAI provider, so switching between providers is a one-line change.
## Using with Services (Tool Calling)
Atlas Cloud supports OpenAI-compatible function calling. Combined with Go Micro's `ai.Tools`, your services become tools that the model can call:
```go
package main
import (
"context"
"fmt"
"log"
"go-micro.dev/v6"
"go-micro.dev/v6/ai"
_ "go-micro.dev/v6/ai/atlascloud"
)
func main() {
service := micro.NewService("my-agent")
service.Init()
// Discover all services as tools
tools := ai.NewTools(service.Registry())
discovered, err := tools.Discover()
if err != nil {
log.Fatal(err)
}
// Create a model with tool execution
m := ai.New("atlascloud",
ai.WithAPIKey("your-key"),
ai.WithTools(tools),
)
// The model can now call your services
resp, err := m.Generate(context.Background(), &ai.Request{
Prompt: "List all users and send each a welcome email",
SystemPrompt: "You are a service orchestrator.",
Tools: discovered,
})
if err != nil {
log.Fatal(err)
}
fmt.Println(resp.Answer)
}
```
### How it works
1. `ai.NewTools(registry)` creates a tool set bound to the service registry
2. `tools.Discover()` walks the registry and returns every endpoint as an `ai.Tool`
3. `ai.WithTools(tools)` wires execution into the model — tool calls are routed via RPC
4. When the model decides to call a tool, it routes to the correct service
This works identically across all providers. Swap `"atlascloud"` for `"anthropic"` or `"openai"` and the same services, tools, and handlers work without changes.
## Using with micro chat
`micro chat` is an interactive terminal agent. Start your services, then chat:
```bash
# Terminal 1: start services
micro run
# Terminal 2: chat with Atlas Cloud
ATLASCLOUD_API_KEY=your-key micro chat --provider atlascloud
> what services are running?
> get user alice@example.com
> create a new order for product-42
```
For a single prompt (non-interactive):
```bash
micro chat --provider atlascloud --prompt "list all services"
```
## Using with micro run
The agent playground at `/agent` uses whatever AI provider is configured. To use Atlas Cloud:
```bash
export MICRO_AI_API_KEY=your-atlas-cloud-key
export MICRO_AI_BASE_URL=https://api.atlascloud.ai
micro run
```
Open `http://localhost:8080/agent` and chat with your services through Atlas Cloud.
## Using with MCP
The MCP gateway (`micro mcp serve`) exposes services as tools for external AI agents. Atlas Cloud's models can be used by any MCP-compatible agent that connects to the gateway. The gateway itself doesn't depend on a specific AI provider — it serves tools over MCP, and the agent on the other end chooses which model to use.
## Swapping Providers
All Go Micro AI providers implement the same `ai.Model` interface. To switch from Atlas Cloud to another provider, change the import and the provider name:
```go
// Atlas Cloud
import _ "go-micro.dev/v6/ai/atlascloud"
m := ai.New("atlascloud", ai.WithAPIKey(key))
// Anthropic
import _ "go-micro.dev/v6/ai/anthropic"
m := ai.New("anthropic", ai.WithAPIKey(key))
// OpenAI
import _ "go-micro.dev/v6/ai/openai"
m := ai.New("openai", ai.WithAPIKey(key))
```
The rest of your code — tool discovery, handler wiring, request/response handling — stays the same.
## API Compatibility
Atlas Cloud exposes an OpenAI-compatible `/v1/chat/completions` endpoint. This means:
- **Existing OpenAI SDK code** works by changing the base URL
- **Tool calling** uses the same `tools` and `tool_calls` format as OpenAI
- **Streaming** follows the OpenAI SSE format (when implemented)
If you're already using the `openai` provider, you can point it at Atlas Cloud directly:
```go
import _ "go-micro.dev/v6/ai/openai"
m := ai.New("openai",
ai.WithAPIKey("your-atlas-cloud-key"),
ai.WithBaseURL("https://api.atlascloud.ai"),
ai.WithModel("llama-3.3-70b"),
)
```
The dedicated `atlascloud` provider simply sets these defaults for you.
## Links
- [Atlas Cloud](https://www.atlascloud.ai/) — Sign up and get an API key
- [AI Provider Integration Guide](/docs/guides/ai-provider-guide) — How providers are built
- [ai.Tools](https://pkg.go.dev/go-micro.dev/v6/ai.Tools) — Service-to-tool discovery
- [Blog: Atlas Cloud Sponsors Go Micro](/blog/8) — Announcement post